{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸识别与计算机视觉文档实践\n",
    "\n",
    ">* 本周主要内容：人脸（Face） API文档不同平台对比与实践及计算机视觉入门（认知服务）\n",
    ">* 202009_API_人工智能与机器学习_week03\n",
    ">*  电子讲义设计者：许智超\n",
    "<br/>\n",
    "<br/>\n",
    "\n",
    "## 复习\n",
    "\n",
    "* 上周主要内容： \n",
    ">    * 1、API文档\n",
    ">    * 2、认知服务-人脸识别\n",
    ">    * 3、pandas黑魔法（json_normalize）\n",
    "-----\n",
    "* 提问、检查与扩展：\n",
    ">    * 1、上周的Azure face API随机检查2位同学，对于API文档是否有能力详细阅读？\n",
    ">    * 2、抽查2位同学，对于获取的数据用途有何思考？是否尝试其他平台（XXX API、XXX API）      \n",
    ">    * 3、扩展: 我们尝试抽取了4张图片，包含AB、ABC、BCD、ABCD四个人物特征，如何通过API检查数据差异？\n",
    "  \n",
    "\n",
    "-----\n",
    "## 本周学习目标：\n",
    "\n",
    "> $\\mathcal{1、Azure 认知服务-人脸集合演示}$     \n",
    "> $\\mathcal{2、Face++ 之 FaceSets 实践}$     \n",
    "> $\\mathcal{3、计算机视觉实践}$    \n",
    "\n",
    "\n",
    "\n",
    "## 学生权限\n",
    "\n",
    "* [访问学生权益](https://azure.microsoft.com/zh-cn/education/)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "/* 本电子讲义使用之CSS */\n",
       "div.code_cell {\n",
       "    background-color: #e5f1fe;\n",
       "}\n",
       "div.cell.selected {\n",
       "    background-color: #effee2;\n",
       "    font-size: 2rem;\n",
       "    line-height: 2.4rem;\n",
       "}\n",
       "div.cell.selected .rendered_html table {\n",
       "    font-size: 2rem !important;\n",
       "    line-height: 2.4rem !important;\n",
       "}\n",
       ".rendered_html pre code {\n",
       "    background-color: #C4E4ff;   \n",
       "    padding: 2px 25px;\n",
       "}\n",
       ".rendered_html pre {\n",
       "    background-color: #99c9ff;\n",
       "}\n",
       "div.code_cell .CodeMirror {\n",
       "    font-size: 2rem !important;\n",
       "    line-height: 2.4rem !important;\n",
       "}\n",
       ".rendered_html img, .rendered_html svg {\n",
       "    max-width: 50%;\n",
       "    height: auto;\n",
       "    float: center;\n",
       "}\n",
       "/* Gradient transparent - color - transparent */\n",
       "hr {\n",
       "    border: 0;\n",
       "    border-bottom: 1px dashed #ccc;\n",
       "}\n",
       ".emoticon{\n",
       "    font-size: 5rem;\n",
       "    line-height: 4.4rem;\n",
       "    text-align: center;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "\n",
       "</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<style>\n",
    "/* 本电子讲义使用之CSS */\n",
    "div.code_cell {\n",
    "    background-color: #e5f1fe;\n",
    "}\n",
    "div.cell.selected {\n",
    "    background-color: #effee2;\n",
    "    font-size: 2rem;\n",
    "    line-height: 2.4rem;\n",
    "}\n",
    "div.cell.selected .rendered_html table {\n",
    "    font-size: 2rem !important;\n",
    "    line-height: 2.4rem !important;\n",
    "}\n",
    ".rendered_html pre code {\n",
    "    background-color: #C4E4ff;   \n",
    "    padding: 2px 25px;\n",
    "}\n",
    ".rendered_html pre {\n",
    "    background-color: #99c9ff;\n",
    "}\n",
    "div.code_cell .CodeMirror {\n",
    "    font-size: 2rem !important;\n",
    "    line-height: 2.4rem !important;\n",
    "}\n",
    ".rendered_html img, .rendered_html svg {\n",
    "    max-width: 50%;\n",
    "    height: auto;\n",
    "    float: center;\n",
    "}\n",
    "/* Gradient transparent - color - transparent */\n",
    "hr {\n",
    "    border: 0;\n",
    "    border-bottom: 1px dashed #ccc;\n",
    "}\n",
    ".emoticon{\n",
    "    font-size: 5rem;\n",
    "    line-height: 4.4rem;\n",
    "    text-align: center;\n",
    "    vertical-align: middle;\n",
    "}\n",
    "\n",
    "</style>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 复习\n",
    "\n",
    "> 1、回顾阅读API文档的关键点     \n",
    "> 2、正确阅读json数据 [jsonviewer.stack.hu(json转换检查数据)](http://jsonviewer.stack.hu)    \n",
    "> 3、pandas 中的json_normalize模块/函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A-1 面部检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"faceId\": \"4a067dae-f895-4457-a753-9c316b411f8e\", \"faceRectangle\": {\"top\": 80, \"left\": 98, \"width\": 57, \"height\": 57}, \"faceAttributes\": {\"smile\": 0.682, \"headPose\": {\"pitch\": -10.5, \"roll\": 13.0, \"yaw\": 9.6}, \"gender\": \"female\", \"age\": 22.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.001, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.682, \"neutral\": 0.316, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.52}, \"noise\": {\"noiseLevel\": \"medium\", \"value\": 0.67}, \"makeup\": {\"eyeMakeup\": true, \"lipMakeup\": true}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.09, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"other\", \"confidence\": 0.77}, {\"color\": \"gray\", \"confidence\": 0.51}, {\"color\": \"brown\", \"confidence\": 0.27}, {\"color\": \"blond\", \"confidence\": 0.03}, {\"color\": \"red\", \"confidence\": 0.02}, {\"color\": \"white\", \"confidence\": 0.0}]}}}, {\"faceId\": \"6dce054d-7132-41ca-827d-8dbade62da42\", \"faceRectangle\": {\"top\": 80, \"left\": 332, \"width\": 57, \"height\": 57}, \"faceAttributes\": {\"smile\": 0.713, \"headPose\": {\"pitch\": -6.2, \"roll\": 7.7, \"yaw\": 21.7}, \"gender\": \"female\", \"age\": 23.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.005, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.713, \"neutral\": 0.282, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.74}, \"noise\": {\"noiseLevel\": \"high\", \"value\": 1.0}, \"makeup\": {\"eyeMakeup\": true, \"lipMakeup\": true}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.13, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"other\", \"confidence\": 0.66}, {\"color\": \"brown\", \"confidence\": 0.45}, {\"color\": \"gray\", \"confidence\": 0.39}, {\"color\": \"blond\", \"confidence\": 0.07}, {\"color\": \"red\", \"confidence\": 0.03}, {\"color\": \"white\", \"confidence\": 0.0}]}}}, {\"faceId\": \"04246f0e-1a89-44c4-983f-ec6ce3dc84fe\", \"faceRectangle\": {\"top\": 97, \"left\": 202, \"width\": 54, \"height\": 54}, \"faceAttributes\": {\"smile\": 1.0, \"headPose\": {\"pitch\": -13.0, \"roll\": -2.3, \"yaw\": 2.3}, \"gender\": \"female\", \"age\": 23.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 1.0, \"neutral\": 0.0, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.47}, \"noise\": {\"noiseLevel\": \"high\", \"value\": 1.0}, \"makeup\": {\"eyeMakeup\": true, \"lipMakeup\": true}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.04, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 0.99}, {\"color\": \"other\", \"confidence\": 0.9}, {\"color\": \"gray\", \"confidence\": 0.5}, {\"color\": \"brown\", \"confidence\": 0.19}, {\"color\": \"red\", \"confidence\": 0.15}, {\"color\": \"blond\", \"confidence\": 0.02}, {\"color\": \"white\", \"confidence\": 0.0}]}}}]'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-1 面部检测\n",
    "import requests\n",
    "import json\n",
    "\n",
    "# set to your own subscription key value\n",
    "subscription_key = \"aa97b62ddfc845549c70788f52bdc8f4\"\n",
    "assert subscription_key\n",
    "\n",
    "# replace <My Endpoint String> with the string from your endpoint URL\n",
    "face_api_url = 'https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/detect'\n",
    "\n",
    "# 请求正文body\n",
    "image_url = 'https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1604293908861&di=831a9cd19f3b7952ead2aafba89d8978&imgtype=0&src=http%3A%2F%2Fattachbak.dataguru.cn%2Fattachments%2Fforum%2F201308%2F14%2F154031j9jl2h916tjfgjdx.jpg'\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "# 请求参数parameters\n",
    "params = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'false',\n",
    "    # 可选参数,请仔细阅读API文档\n",
    "    'returnFaceAttributes': 'age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure,noise',\n",
    "}\n",
    "\n",
    "response = requests.post(face_api_url, params=params,\n",
    "                         headers=headers, json={\"url\": image_url})\n",
    "# json.dumps 将json--->bytes\n",
    "json.dumps(response.json())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A-2 json转译\n",
    "\n",
    "> * bytes ---> json\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'faceId': '4a067dae-f895-4457-a753-9c316b411f8e',\n",
       "  'faceRectangle': {'top': 80, 'left': 98, 'width': 57, 'height': 57},\n",
       "  'faceAttributes': {'smile': 0.682,\n",
       "   'headPose': {'pitch': -10.5, 'roll': 13.0, 'yaw': 9.6},\n",
       "   'gender': 'female',\n",
       "   'age': 22.0,\n",
       "   'facialHair': {'moustache': 0.0, 'beard': 0.0, 'sideburns': 0.0},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.001,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.682,\n",
       "    'neutral': 0.316,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.0},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.52},\n",
       "   'noise': {'noiseLevel': 'medium', 'value': 0.67},\n",
       "   'makeup': {'eyeMakeup': True, 'lipMakeup': True},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.09,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 1.0},\n",
       "     {'color': 'other', 'confidence': 0.77},\n",
       "     {'color': 'gray', 'confidence': 0.51},\n",
       "     {'color': 'brown', 'confidence': 0.27},\n",
       "     {'color': 'blond', 'confidence': 0.03},\n",
       "     {'color': 'red', 'confidence': 0.02},\n",
       "     {'color': 'white', 'confidence': 0.0}]}}},\n",
       " {'faceId': '6dce054d-7132-41ca-827d-8dbade62da42',\n",
       "  'faceRectangle': {'top': 80, 'left': 332, 'width': 57, 'height': 57},\n",
       "  'faceAttributes': {'smile': 0.713,\n",
       "   'headPose': {'pitch': -6.2, 'roll': 7.7, 'yaw': 21.7},\n",
       "   'gender': 'female',\n",
       "   'age': 23.0,\n",
       "   'facialHair': {'moustache': 0.0, 'beard': 0.0, 'sideburns': 0.0},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.005,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.713,\n",
       "    'neutral': 0.282,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.0},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.74},\n",
       "   'noise': {'noiseLevel': 'high', 'value': 1.0},\n",
       "   'makeup': {'eyeMakeup': True, 'lipMakeup': True},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.13,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 1.0},\n",
       "     {'color': 'other', 'confidence': 0.66},\n",
       "     {'color': 'brown', 'confidence': 0.45},\n",
       "     {'color': 'gray', 'confidence': 0.39},\n",
       "     {'color': 'blond', 'confidence': 0.07},\n",
       "     {'color': 'red', 'confidence': 0.03},\n",
       "     {'color': 'white', 'confidence': 0.0}]}}},\n",
       " {'faceId': '04246f0e-1a89-44c4-983f-ec6ce3dc84fe',\n",
       "  'faceRectangle': {'top': 97, 'left': 202, 'width': 54, 'height': 54},\n",
       "  'faceAttributes': {'smile': 1.0,\n",
       "   'headPose': {'pitch': -13.0, 'roll': -2.3, 'yaw': 2.3},\n",
       "   'gender': 'female',\n",
       "   'age': 23.0,\n",
       "   'facialHair': {'moustache': 0.0, 'beard': 0.0, 'sideburns': 0.0},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 1.0,\n",
       "    'neutral': 0.0,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.0},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.47},\n",
       "   'noise': {'noiseLevel': 'high', 'value': 1.0},\n",
       "   'makeup': {'eyeMakeup': True, 'lipMakeup': True},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.04,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 0.99},\n",
       "     {'color': 'other', 'confidence': 0.9},\n",
       "     {'color': 'gray', 'confidence': 0.5},\n",
       "     {'color': 'brown', 'confidence': 0.19},\n",
       "     {'color': 'red', 'confidence': 0.15},\n",
       "     {'color': 'blond', 'confidence': 0.02},\n",
       "     {'color': 'white', 'confidence': 0.0}]}}}]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-2\n",
    "results = response.json()\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A-3 pandas 数据表格化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faceId</th>\n",
       "      <th>faceRectangle.top</th>\n",
       "      <th>faceRectangle.left</th>\n",
       "      <th>faceRectangle.width</th>\n",
       "      <th>faceRectangle.height</th>\n",
       "      <th>faceAttributes.smile</th>\n",
       "      <th>faceAttributes.headPose.pitch</th>\n",
       "      <th>faceAttributes.headPose.roll</th>\n",
       "      <th>faceAttributes.headPose.yaw</th>\n",
       "      <th>faceAttributes.gender</th>\n",
       "      <th>...</th>\n",
       "      <th>faceAttributes.noise.value</th>\n",
       "      <th>faceAttributes.makeup.eyeMakeup</th>\n",
       "      <th>faceAttributes.makeup.lipMakeup</th>\n",
       "      <th>faceAttributes.accessories</th>\n",
       "      <th>faceAttributes.occlusion.foreheadOccluded</th>\n",
       "      <th>faceAttributes.occlusion.eyeOccluded</th>\n",
       "      <th>faceAttributes.occlusion.mouthOccluded</th>\n",
       "      <th>faceAttributes.hair.bald</th>\n",
       "      <th>faceAttributes.hair.invisible</th>\n",
       "      <th>faceAttributes.hair.hairColor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cd9a4026-78a6-4be5-bc86-893bde658d10</td>\n",
       "      <td>286</td>\n",
       "      <td>149</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>female</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.07</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'color': 'blond', 'confidence': 1.0}, {'colo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 faceId  faceRectangle.top  \\\n",
       "0  cd9a4026-78a6-4be5-bc86-893bde658d10                286   \n",
       "\n",
       "   faceRectangle.left  faceRectangle.width  faceRectangle.height  \\\n",
       "0                 149                  168                   168   \n",
       "\n",
       "   faceAttributes.smile  faceAttributes.headPose.pitch  \\\n",
       "0                   1.0                            0.9   \n",
       "\n",
       "   faceAttributes.headPose.roll  faceAttributes.headPose.yaw  \\\n",
       "0                          -2.1                          5.4   \n",
       "\n",
       "  faceAttributes.gender  ...  faceAttributes.noise.value  \\\n",
       "0                female  ...                         0.0   \n",
       "\n",
       "   faceAttributes.makeup.eyeMakeup  faceAttributes.makeup.lipMakeup  \\\n",
       "0                             True                             True   \n",
       "\n",
       "   faceAttributes.accessories faceAttributes.occlusion.foreheadOccluded  \\\n",
       "0                          []                                     False   \n",
       "\n",
       "   faceAttributes.occlusion.eyeOccluded  \\\n",
       "0                                 False   \n",
       "\n",
       "   faceAttributes.occlusion.mouthOccluded  faceAttributes.hair.bald  \\\n",
       "0                                   False                      0.07   \n",
       "\n",
       "   faceAttributes.hair.invisible  \\\n",
       "0                          False   \n",
       "\n",
       "                       faceAttributes.hair.hairColor  \n",
       "0  [{'color': 'blond', 'confidence': 1.0}, {'colo...  \n",
       "\n",
       "[1 rows x 38 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A-3\n",
    "import pandas as pd\n",
    "df_face = pd.json_normalize(results)\n",
    "df_face"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A-4 数据取值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cd9a4026-78a6-4be5-bc86-893bde658d10']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "faceID = df_face['faceId'].values.tolist()\n",
    "faceID "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['faceId', 'faceRectangle.top', 'faceRectangle.left',\n",
       "       'faceRectangle.width', 'faceRectangle.height', 'faceAttributes.smile',\n",
       "       'faceAttributes.headPose.pitch', 'faceAttributes.headPose.roll',\n",
       "       'faceAttributes.headPose.yaw', 'faceAttributes.gender',\n",
       "       'faceAttributes.age', 'faceAttributes.facialHair.moustache',\n",
       "       'faceAttributes.facialHair.beard',\n",
       "       'faceAttributes.facialHair.sideburns', 'faceAttributes.glasses',\n",
       "       'faceAttributes.emotion.anger', 'faceAttributes.emotion.contempt',\n",
       "       'faceAttributes.emotion.disgust', 'faceAttributes.emotion.fear',\n",
       "       'faceAttributes.emotion.happiness', 'faceAttributes.emotion.neutral',\n",
       "       'faceAttributes.emotion.sadness', 'faceAttributes.emotion.surprise',\n",
       "       'faceAttributes.blur.blurLevel', 'faceAttributes.blur.value',\n",
       "       'faceAttributes.exposure.exposureLevel',\n",
       "       'faceAttributes.exposure.value', 'faceAttributes.noise.noiseLevel',\n",
       "       'faceAttributes.noise.value', 'faceAttributes.makeup.eyeMakeup',\n",
       "       'faceAttributes.makeup.lipMakeup', 'faceAttributes.accessories',\n",
       "       'faceAttributes.occlusion.foreheadOccluded',\n",
       "       'faceAttributes.occlusion.eyeOccluded',\n",
       "       'faceAttributes.occlusion.mouthOccluded', 'faceAttributes.hair.bald',\n",
       "       'faceAttributes.hair.invisible', 'faceAttributes.hair.hairColor'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查属性/特征值\n",
    "df_face.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faceId</th>\n",
       "      <th>faceAttributes.glasses</th>\n",
       "      <th>faceAttributes.emotion.neutral</th>\n",
       "      <th>faceAttributes.age</th>\n",
       "      <th>faceAttributes.gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1f2bf379-70dd-41be-86c3-a63f2deb7c7f</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.184</td>\n",
       "      <td>19.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>f659ea05-a658-497d-9b2a-eb89e74d5403</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.542</td>\n",
       "      <td>22.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5e17a0f5-0a18-4a83-821a-31dd3fd014cd</td>\n",
       "      <td>ReadingGlasses</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>c9b6de20-4b5c-4a87-88ce-482b2049a45c</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.000</td>\n",
       "      <td>23.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>c29e7a06-72de-4b77-bc5d-5568145f10eb</td>\n",
       "      <td>ReadingGlasses</td>\n",
       "      <td>0.019</td>\n",
       "      <td>18.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0192c19c-eb0a-447b-82f1-740f32eb004a</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 faceId faceAttributes.glasses  \\\n",
       "0  1f2bf379-70dd-41be-86c3-a63f2deb7c7f              NoGlasses   \n",
       "1  f659ea05-a658-497d-9b2a-eb89e74d5403              NoGlasses   \n",
       "2  5e17a0f5-0a18-4a83-821a-31dd3fd014cd         ReadingGlasses   \n",
       "3  c9b6de20-4b5c-4a87-88ce-482b2049a45c              NoGlasses   \n",
       "4  c29e7a06-72de-4b77-bc5d-5568145f10eb         ReadingGlasses   \n",
       "5  0192c19c-eb0a-447b-82f1-740f32eb004a              NoGlasses   \n",
       "\n",
       "   faceAttributes.emotion.neutral  faceAttributes.age faceAttributes.gender  \n",
       "0                           0.184                19.0                  male  \n",
       "1                           0.542                22.0                female  \n",
       "2                           0.000                25.0                  male  \n",
       "3                           0.000                23.0                female  \n",
       "4                           0.019                18.0                female  \n",
       "5                           0.000                19.0                female  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可观察其中几组数据\n",
    "df_face[['faceId','faceAttributes.glasses','faceAttributes.emotion.neutral','faceAttributes.age','faceAttributes.gender']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Azure 认知服务-人脸演示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 试一试：人脸验证(难)\n",
    "\n",
    "人脸相似度？有没有试下？\n",
    "\n",
    ">* API人脸文档中最重要的组成部分：\n",
    " >>* Request URL？\n",
    " >>* Http Method？\n",
    " >>* 参数？\n",
    "\n",
    "----\n",
    ">* 不同的人脸对比数据\n",
    "  >>* 人脸验证关键数据？\n",
    "  >>* 根据哪些数据证明是同一个人？\n",
    "    \n",
    "----\n",
    ">* 具体步骤：\n",
    "  >>* 1、Create 请求成功200 返回空字符串\n",
    "  >>* 2、Add face 请求成功200 返回persistedFaceId\n",
    "  >>* 3、Detect 准备 被检测人 人脸的id\n",
    "  >>* 4、Find similars 返回相似置信度\n",
    "  >>* 附加：get查看facelists\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://api-hjq.cognitiveservices.azure.com/face/v1.0/facelists/zhichao02 \n",
      " https://api-hjq.cognitiveservices.azure.com/face/v1.0/facelists/zhichao02 \n",
      " https://api-hjq.cognitiveservices.azure.com/face/v1.0/facelists/zhichao02\n"
     ]
    }
   ],
   "source": [
    "# 字符串拼接练习\n",
    "faceListId = \"zhichao02\"\n",
    "# 1\n",
    "url_01 = \"https://api-hjq.cognitiveservices.azure.com/face/v1.0/facelists/\" + faceListId # string 拼接\n",
    "# 2\n",
    "url_02 = \"https://api-hjq.cognitiveservices.azure.com/face/v1.0/facelists/%s\" %(faceListId)\n",
    "# 3 \n",
    "url_03 = \"https://api-hjq.cognitiveservices.azure.com/face/v1.0/facelists/{}\".format(faceListId)\n",
    "print(url_01,'\\n',url_02,'\\n',url_03)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### create facelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "# 1、create  list列表\n",
    "# faceListId\n",
    "faceListId = \"wing\"# 学生填写设置人脸列表ID\n",
    "create_facelists_url ='https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/facelists/{}'# 学生填写 ☆ 注意此条url修改\n",
    "subscription_key ='aa97b62ddfc845549c70788f52bdc8f4' \n",
    "assert subscription_key\n",
    "\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key':subscription_key ,\n",
    "}\n",
    "data = {\n",
    "    \"name\": \"pictures\",``\n",
    "    \"userData\": \"照片\",\n",
    "    \"recognitionModel\": \"recognition_03\",\n",
    "    \n",
    "}\n",
    "\n",
    "r_create = requests.put(create_facelists_url.format(faceListId),headers=headers,json=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_create"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b''"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_create.content"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### get facelist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url =\"https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/facelists/{}\" # 学生填写\n",
    "r_get_facelist = requests.get(get_facelist_url.format(faceListId),headers=headers,params=data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [{'persistedFaceId': '7848fd14-e1fd-41aa-baaf-3be64a301b55',\n",
       "   'userData': 'taylorswift'},\n",
       "  {'persistedFaceId': 'e2be8900-85a2-4ce1-bf3e-184cbd49a2da',\n",
       "   'userData': '王嘉尔'},\n",
       "  {'persistedFaceId': '99dff39a-3809-443d-acd2-42dff7ab9309',\n",
       "   'userData': 'Lily'}],\n",
       " 'faceListId': 'wing',\n",
       " 'name': 'pictures',\n",
       " 'userData': '照片'}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_get_facelist.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add face 请求成功200 返回persistedFaceId\n",
    "> 我们通过上面的步骤建好了一个脸的列表，接下来我们要给这个列表添加脸了！把我们想要对比的脸存进列表吧\n",
    "- [添加人脸进列表api文档](https://docs.microsoft.com/zh-cn/rest/api/cognitiveservices/face/facelist/addfacefromurl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先加一张脸试试\n",
    "# 2、Add face\n",
    "add_face_url =\"https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/facelists/{}/persistedFaces\"\n",
    "\n",
    "assert subscription_key\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "}\n",
    "img_url =\"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1602750941599&di=ef652ace1f7743f41abe2efe2915d013&imgtype=0&src=http%3A%2F%2Fimg3.duitang.com%2Fuploads%2Fitem%2F201607%2F21%2F20160721100053_R8X5c.jpeg\"\n",
    "params_add_face={\n",
    "    \"userData\":\"taylorswift\"\n",
    "}\n",
    "\n",
    "r_add_face = requests.post(add_face_url.format(faceListId),headers=headers,params=params_add_face,json={\"url\":img_url})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_add_face.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [{'persistedFaceId': '7848fd14-e1fd-41aa-baaf-3be64a301b55',\n",
       "   'userData': 'taylorswift'}],\n",
       " 'faceListId': 'wing',\n",
       " 'name': 'pictures',\n",
       " 'userData': '照片'}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url =\"https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/facelists/{}\" \n",
    "r_get_facelist = requests.get(get_facelist_url.format(faceListId),headers=headers)\n",
    "r_get_facelist.json()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 扩展内容，封装成函数方便多次使用 *\n",
    "> 我们要添加多张脸，但是为了减少代码量，我们可以把代码封装成函数，避免每次都要写一大堆代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 封装成函数方便添加图片/函数——可以重复使用相同的功能\n",
    "def AddFace(img_url=str,userData=str):\n",
    "    add_face_url =\"https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/facelists/{}/persistedFaces\"\n",
    "    assert subscription_key\n",
    "    headers = {\n",
    "        # Request headers\n",
    "        'Content-Type': 'application/json',\n",
    "        'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "    }\n",
    "    img_url = img_url\n",
    "\n",
    "    params_add_face={\n",
    "        \"userData\":userData\n",
    "    }\n",
    "    r_add_face = requests.post(add_face_url.format(faceListId),headers=headers,params=params_add_face,json={\"url\":img_url})\n",
    "    return r_add_face.status_code#返回出状态码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AddFace(\"https://ss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=2321584861,1485540870&fm=26&gp=0.jpg\",\"王嘉尔\")\n",
    "AddFace(\"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3340691967,1393664119&fm=26&gp=0.jpg\",\"Lily\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### delate face"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Detect face 删除列表内人脸id\n",
    "faceListId = 'wing'\n",
    "delete_face_url ='https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/facelists/{}/persistedfaces/{}'\n",
    "\n",
    "assert subscription_key\n",
    "# 例如：删除黄志毅： {'persistedFaceId': '69103b48-b6c4-4f58-8ac1-4c8b84e56bc1','userData': '黄智毅'},\n",
    "persistedFaceId = r_add_face.json()[\"persistedFaceId\"] \n",
    "# 直接取上面获得的ID{'persistedFaceId': 'f18450d3-60d2-45f3-a69e-783574dc3ce8'} \n",
    "\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "}\n",
    "\n",
    "# 注意requests请求为delete\n",
    "r_delete_face = requests.delete(delete_face_url.format(faceListId,persistedFaceId),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_delete_face"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [{'persistedFaceId': 'e2be8900-85a2-4ce1-bf3e-184cbd49a2da',\n",
       "   'userData': '王嘉尔'},\n",
       "  {'persistedFaceId': '99dff39a-3809-443d-acd2-42dff7ab9309',\n",
       "   'userData': 'Lily'}],\n",
       " 'faceListId': 'wing',\n",
       " 'name': 'pictures',\n",
       " 'userData': '照片'}"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查你的facelist的信息\n",
    "get_facelist_url =\"https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/facelists/{}\" \n",
    "r_get_facelist = requests.get(get_facelist_url.format(faceListId),headers=headers)\n",
    "r_get_facelist.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find similars 返回相似置信度\n",
    "- [监测人脸相似度api文档](https://docs.microsoft.com/zh-cn/rest/api/cognitiveservices/face/face/findsimilar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'faceId': 'ec6efadf-8e88-4dd8-afdc-6fd9dc57d884',\n",
       "  'faceRectangle': {'top': 47, 'left': 215, 'width': 85, 'height': 85}}]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Detect 检测人脸的id\n",
    "# replace <My Endpoint String> with the string from your endpoint URL\n",
    "face_api_url = 'https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/detect'\n",
    "\n",
    "# 请求正文\n",
    "image_url = 'https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3340691967,1393664119&fm=26&gp=0.jpg'\n",
    "subscription_key = 'aa97b62ddfc845549c70788f52bdc8f4'\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "# 请求参数\n",
    "params = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'false',\n",
    "    # 选择model\n",
    "    'recognitionModel':'recognition_03',#此参数需与facelist参数一致\n",
    "    'detectionModel':'detection_01',\n",
    "    # 可选参数,请仔细阅读API文档\n",
    "    'returnFaceAttributes': '',\n",
    "}\n",
    "\n",
    "response = requests.post(face_api_url, params=params,\n",
    "                         headers=headers, json={\"url\": image_url})\n",
    "# json.dumps 将json--->字符串\n",
    "response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "findsimilars_url = \"https://ijustwanttotrythis.cognitiveservices.azure.com/face/v1.0/findsimilars\"\n",
    "\n",
    "# 请求正文 faceId需要先检测一张照片获取\n",
    "data_findsimilars = {\n",
    "    \"faceId\":\"ec6efadf-8e88-4dd8-afdc-6fd9dc57d884\",#取上方的faceID\n",
    "    \"faceListId\": \"wing\",\n",
    "#     \"faceIds\":faceId_02,\n",
    "    \"maxNumOfCandidatesReturned\": 10,\n",
    "    \"mode\": \"matchFace\"#matchPerson #一种为验证模式，一种为相似值模式\n",
    "    }\n",
    "\n",
    "r_findsimilars = requests.post(findsimilars_url,headers=headers,json=data_findsimilars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_findsimilars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'persistedFaceId': '99dff39a-3809-443d-acd2-42dff7ab9309',\n",
       "  'confidence': 1.0},\n",
       " {'persistedFaceId': 'e2be8900-85a2-4ce1-bf3e-184cbd49a2da',\n",
       "  'confidence': 0.08763}]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_findsimilars.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>userData</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>e2be8900-85a2-4ce1-bf3e-184cbd49a2da</td>\n",
       "      <td>王嘉尔</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>99dff39a-3809-443d-acd2-42dff7ab9309</td>\n",
       "      <td>Lily</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId userData\n",
       "0  e2be8900-85a2-4ce1-bf3e-184cbd49a2da      王嘉尔\n",
       "1  99dff39a-3809-443d-acd2-42dff7ab9309     Lily"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "#facelist里面的数据\n",
    "r_get_facelist = requests.get(get_facelist_url.format(faceListId),headers=headers)\n",
    "faceListId_df = pd.json_normalize(r_get_facelist.json()[\"persistedFaces\"])# 升级pandas才能运行\n",
    "faceListId_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>99dff39a-3809-443d-acd2-42dff7ab9309</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>e2be8900-85a2-4ce1-bf3e-184cbd49a2da</td>\n",
       "      <td>0.08763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId  confidence\n",
       "0  99dff39a-3809-443d-acd2-42dff7ab9309     1.00000\n",
       "1  e2be8900-85a2-4ce1-bf3e-184cbd49a2da     0.08763"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 返回相似度的数据\n",
    "import pandas as pd\n",
    "find_df = pd.json_normalize(r_findsimilars.json())# 升级pandas才能运行\n",
    "find_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>userData</th>\n",
       "      <th>confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>99dff39a-3809-443d-acd2-42dff7ab9309</td>\n",
       "      <td>Lily</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>e2be8900-85a2-4ce1-bf3e-184cbd49a2da</td>\n",
       "      <td>王嘉尔</td>\n",
       "      <td>0.08763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId userData  confidence\n",
       "1  99dff39a-3809-443d-acd2-42dff7ab9309     Lily     1.00000\n",
       "0  e2be8900-85a2-4ce1-bf3e-184cbd49a2da      王嘉尔     0.08763"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(faceListId_df, find_df,how='inner', on='persistedFaceId').sort_values(by=\"confidence\",ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设计人脸识别门禁/打卡/签到 小程序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Face++ FaceSets 实践\n",
    "\n",
    "\n",
    ">* 1. FaceSet Create\n",
    ">* 2. FaceSet GetDetail\n",
    ">* 3. FaceSet AddFace\n",
    ">* 4. FaceSet RemoveFace\n",
    ">* 5. FaceSet Update\n",
    ">* 6. Compare Face"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "api_secret = 'ojcV62lho5k0Z9yCR9oM0LTeskrMcFmZ'\n",
    "api_key ='TE-BTiOPji8oEkCX8McZQsifxZXsJf8V'   # Replace with a valid Subscription Key here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet Create（创建人脸集合）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. FaceSet Create\n",
    "import requests,json\n",
    "\n",
    "display_name = \"wing的人脸集合\"\n",
    "outer_id = \"00001\"\n",
    "user_data = \"照片库\"\n",
    "api_key ='TE-BTiOPji8oEkCX8McZQsifxZXsJf8V'\n",
    "api_secret = 'ojcV62lho5k0Z9yCR9oM0LTeskrMcFmZ'\n",
    "\n",
    "CreateFace_Url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/create\"\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'display_name':display_name,\n",
    "    'outer_id':outer_id,\n",
    "    'user_data':user_data\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(CreateFace_Url, params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': 'a9c34d57050c053900864421c75ab893',\n",
       " 'time_used': 166,\n",
       " 'face_count': 0,\n",
       " 'face_added': 0,\n",
       " 'request_id': '1603434996,0e2cfc0b-7fba-4c13-940d-5970ce9c104c',\n",
       " 'outer_id': '00001',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet GetDetail（获取人脸集合信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "GetDetail_Url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail\"\n",
    "\n",
    "api_key ='TE-BTiOPji8oEkCX8McZQsifxZXsJf8V'\n",
    "api_secret = 'ojcV62lho5k0Z9yCR9oM0LTeskrMcFmZ'\n",
    "outer_id = \"00001\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'outer_id':outer_id,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(GetDetail_Url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': 'a9c34d57050c053900864421c75ab893',\n",
       " 'tags': '',\n",
       " 'time_used': 92,\n",
       " 'user_data': '照片库',\n",
       " 'display_name': 'wing的人脸集合',\n",
       " 'face_tokens': [],\n",
       " 'face_count': 0,\n",
       " 'request_id': '1603437359,b8fc5a88-712a-4b7b-880e-72fe55824cdd',\n",
       " 'outer_id': '00001'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet AddFace（增加人脸信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "AddFace_url = \" https://api-cn.faceplusplus.com/facepp/v3/faceset/addface\"\n",
    "\n",
    "api_key ='TE-BTiOPji8oEkCX8McZQsifxZXsJf8V'\n",
    "api_secret = 'ojcV62lho5k0Z9yCR9oM0LTeskrMcFmZ'\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'outer_id':'00001',\n",
    "    'face_tokens':'cef28a66565a53ce3699b1fc09de3906',\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(AddFace_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': 'a9c34d57050c053900864421c75ab893',\n",
       " 'time_used': 105,\n",
       " 'face_count': 1,\n",
       " 'face_added': 0,\n",
       " 'request_id': '1603443436,9e29608a-7337-42cc-abf3-b20d0168fa06',\n",
       " 'outer_id': '00001',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet RemoveFace（移除人脸信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "RemoveFace_url = \" https://api-cn.faceplusplus.com/facepp/v3/faceset/removeface\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'a9c34d57050c053900864421c75ab893',\n",
    "    'face_tokens':'cef28a66565a53ce3699b1fc09de3906',\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(RemoveFace_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': 'a9c34d57050c053900864421c75ab893',\n",
       " 'face_removed': 1,\n",
       " 'time_used': 179,\n",
       " 'face_count': 0,\n",
       " 'request_id': '1603443479,c7832f56-af5e-4e0f-9e7b-0d28a24678c1',\n",
       " 'outer_id': '00001',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FaceSet Update（更新人脸集合信息）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "Update_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/update\"\n",
    "\n",
    "payload = {\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'faceset_token':'a9c34d57050c053900864421c75ab893',\n",
    "    'user_data':\"00001\",\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(Update_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': 'a9c34d57050c053900864421c75ab893',\n",
       " 'request_id': '1603443624,1870e217-fcd2-4677-b55c-604d098523e4',\n",
       " 'time_used': 78,\n",
       " 'outer_id': '00001'}"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare Face（对比人脸相似度）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "taylorswift = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1602750941599&di=ef652ace1f7743f41abe2efe2915d013&imgtype=0&src=http%3A%2F%2Fimg3.duitang.com%2Fuploads%2Fitem%2F201607%2F21%2F20160721100053_R8X5c.jpeg\"\n",
    "jacksonwang = \"https://ss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=2321584861,1485540870&fm=26&gp=0.jpg\"\n",
    "Lily = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3340691967,1393664119&fm=26&gp=0.jpg\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 方案1:直接对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "Compare_url = \"https://api-cn.faceplusplus.com/facepp/v3/compare\"\n",
    "\n",
    "payload ={\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'image_url1':taylorswift,\n",
    "    'image_url2':jacksonwang\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(Compare_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faces1': [{'face_rectangle': {'width': 171,\n",
       "    'top': 305,\n",
       "    'left': 139,\n",
       "    'height': 171},\n",
       "   'face_token': '22d6d058bbce954666fc73a435949e18'}],\n",
       " 'faces2': [{'face_rectangle': {'width': 116,\n",
       "    'top': 121,\n",
       "    'left': 215,\n",
       "    'height': 116},\n",
       "   'face_token': 'af2d5b85e4a19b4f10e815288bd9761d'}],\n",
       " 'time_used': 1926,\n",
       " 'thresholds': {'1e-3': 62.327, '1e-5': 73.975, '1e-4': 69.101},\n",
       " 'confidence': 39.474,\n",
       " 'image_id2': '+4UvNqzfUlAmFaS4OTda6A==',\n",
       " 'image_id1': 'B6eQdGXTy7ivYa1l/dH+ag==',\n",
       " 'request_id': '1603443147,a495cf76-8054-4f12-bd44-090974422a77'}"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 方案2:与人脸集合进行对比"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 面部检测(获取face_token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "Detect_url = 'https://api-cn.faceplusplus.com/facepp/v3/detect' \n",
    "img_url = taylorswift\n",
    "\n",
    "payload = {\n",
    "    \"image_url\":img_url,\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "    'return_attributes':'gender,age,smiling,emotion', \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(Detect_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'request_id': '1603443871,17101f49-7381-4781-bbc5-142eff025774',\n",
       " 'time_used': 1038,\n",
       " 'faces': [{'face_token': 'e2fd77b5ae34efd19c33dcd9a79605ab',\n",
       "   'face_rectangle': {'top': 305, 'left': 139, 'width': 171, 'height': 171},\n",
       "   'attributes': {'gender': {'value': 'Female'},\n",
       "    'age': {'value': 23},\n",
       "    'smile': {'value': 99.999, 'threshold': 50.0},\n",
       "    'emotion': {'anger': 75.67,\n",
       "     'disgust': 0.101,\n",
       "     'fear': 0.261,\n",
       "     'happiness': 23.029,\n",
       "     'neutral': 0.736,\n",
       "     'sadness': 0.101,\n",
       "     'surprise': 0.101}}}],\n",
       " 'image_id': 'B6eQdGXTy7ivYa1l/dH+ag==',\n",
       " 'face_num': 1}"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 加入人脸集合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸识别社会/政治使用思考\n",
    "> 人脸识别的 API比较\n",
    ">> * [Face Off: Confronting Bias in Face Recognition AI](https://www.kairos.com/blog/face-off-confronting-bias-in-face-recognition-ai)\n",
    ">> * [为什么世界现在需要道德的面部识别](https://www.kairos.com/blog/why-the-world-needs-ethical-facial-recognition-now)\n",
    "    * 到2023年，全球人脸识别市场的价值估计接近100亿美元，复合年增长率为16.8％。市场背后的主要增长动力是监视市场的发展以及生物识别技术领域的政府支出。但是，面部识别的使用在其他领域也有很大贡献，例如帮助企业打击消费者欺诈，满足动态法规遵从性以及提供可获利的客户体验。\n",
    "\n",
    "-----\n",
    "> 人脸识别的偏差及API 政治经济学 \n",
    ">> * [对抗：面对面部识别AI中的偏见](https://www.kairos.com/blog/face-off-confronting-bias-in-face-recognition-ai)\n",
    "    * 发生了什么？\n",
    "        * “编码注视”或算法偏差的研究: 浅肤色男性的错误率为0.8％ ?  深色皮肤女性的错误率高达34.7％  ? (Microsoft，IBM和Face ++)\n",
    "    * 用户的反应范围从惊奇和赞美到不悦和冒犯\n",
    "        * 我们承认目前提供的种族分类（黑人，白人，亚裔，西班牙裔，其他则不足以代表丰富多样，发展迅速的文化和种族挂毯\n",
    "    * 该怎么办？\n",
    "        * 改善数据\n",
    "        * 寻求持续的反馈    \n",
    "        \n",
    ">>  * [科技行业没有应对面部识别偏见的计划](https://www.theverge.com/2018/7/26/17616290/facial-recognition-ai-bias-benchmark-test) \n",
    ">>> 公司在做什么？(一些高科技大公司支持基准和法规)     \n",
    ">>> 我们如何解决偏见问题？    \n",
    ">>> 偏差不是唯一的问题\n",
    "\n",
    ">> * [面部识别尚未准备好给执法部门使用](https://techcrunch.com/2018/06/25/facial-recognition-software-is-not-ready-for-use-by-law-enforcement/)\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算机视觉\n",
    "\n",
    "* 学习并完成所有Azure computer version 的API调用\n",
    "> * 分析远程图像    \n",
    "> * 分析本地图片    \n",
    "> * 生成缩略图    \n",
    "> * 提取印刷体文本和手写文本    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_\", \"score\": 0.73828125, \"detail\": {\"celebrities\": [{\"name\": \"Lily Collins\", \"confidence\": 0.9999610185623169, \"faceRectangle\": {\"left\": 215, \"top\": 47, \"width\": 85, \"height\": 85}}]}}], \"color\": {\"dominantColorForeground\": \"Yellow\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [\"Grey\", \"Yellow\"], \"accentColor\": \"C18E0A\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"clothing\", \"building\", \"school\", \"woman\", \"young\", \"cellphone\", \"phone\", \"wearing\", \"girl\", \"jacket\", \"dress\", \"boy\", \"sitting\", \"shirt\", \"holding\", \"hair\", \"little\", \"standing\", \"talking\", \"street\", \"ball\"], \"captions\": [{\"text\": \"Lily Collins wearing a dress\", \"confidence\": 0.8930080275556566}]}, \"requestId\": \"09f3b707-6f8d-4356-a89f-3ef88634aa4c\", \"metadata\": {\"height\": 300, \"width\": 534, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://seesee.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"8e90f24d51534c1080d5d92f72aaa6c2\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3340691967,1393664119&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_show', 'score': 0.87109375}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Purple'], 'accentColor': '933852', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'woman', 'standing', 'stage', 'cellphone', 'holding', 'girl', 'looking', 'phone', 'young', 'front', 'dark', 'video', 'lady', 'talking', 'playing', 'dress', 'remote', 'man', 'game', 'wearing', 'smiling', 'laptop', 'shirt', 'light', 'table', 'computer', 'room', 'water', 'wii', 'rain'], 'captions': [{'text': 'a woman standing in front of a stage', 'confidence': 0.8969912973940546}]}, 'requestId': '223da9f4-96ae-4fcd-866f-02d91c50a27d', 'metadata': {'height': 574, 'width': 863, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"taylor.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://seesee.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603479974746&di=3e90eac968362648b41b1d64c163656c&imgtype=0&src=http%3A%2F%2Fb-ssl.duitang.com%2Fuploads%2Fitem%2F201902%2F20%2F20190220211449_BHP2F.thumb.400_0.jpeg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取印刷体文本和手写文本 \n",
    "* 假如我们抓取了1000张网页，出了文本信息我们分析以外，还有每个页面的图片的信息，我们可以用提取图片文本的方式，将图片的信息也抓取下来\n",
    "* 我们进抓取了图片，想知道这些图片的内容是什么，也可以用提取文本的方式进行提取\n",
    "* ...."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-23T16:43:51Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-23T16:43:52Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0,\n",
      "                \"width\": 534,\n",
      "                \"height\": 300,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": []\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = \"https://seesee.cognitiveservices.azure.com/\" + \"/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=3340691967,1393664119&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"8e90f24d51534c1080d5d92f72aaa6c2\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "165px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
